{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# 4. 数据计算与统计试题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4.1计算股票600104与600518的相关系数、spearman排序相关性与30天滚动的五日收益协方差"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          stock1    stock2\n",
      "stock1  1.000000  0.348809\n",
      "stock2  0.348809  1.000000\n"
     ]
    }
   ],
   "source": [
    "# 相关系数\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         stock1   stock2\n",
      "stock1  1.00000  0.38035\n",
      "stock2  0.38035  1.00000\n"
     ]
    }
   ],
   "source": [
    "# spearman排序相关性\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                              stock1    stock2\n",
      "datetime                                      \n",
      "2017-11-16 15:00:00 stock1  0.001200  0.000289\n",
      "                    stock2  0.000289  0.000682\n",
      "2017-11-17 15:00:00 stock1  0.001196  0.000291\n",
      "                    stock2  0.000291  0.000710\n",
      "2017-11-20 15:00:00 stock1  0.001192  0.000318\n",
      "                    stock2  0.000318  0.000696\n"
     ]
    }
   ],
   "source": [
    "## 30天滚动的五日收益协方差\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4.2\n",
    "读取600104.XSHG的股票日线\n",
    "\n",
    "利用正确的方法将日K线聚合成周K线\n",
    "\n",
    "将周K线画出来"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26755ebc6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4.3 读取股票601857数据，计算股票回报率，判断样本在2017-01-01,到2017-12-31，有没有服从正态分布，并判断样本均值是否为0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "判断样本分布不服从正态分布\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "判断样本均值为0\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4.4 用Pandas的递归函数计算EMA与DEMA，对比talib的EMA与DEMA\n",
    "1. 根据以上的算法，利用Pandas的ewm方法计算601901.XSHG以10天为周期的EMA，再算出DEMA。\n",
    "2. 用talib计算601901.XSHG以10天为周期的EMA，再算出DEMA。\n",
    "3. 打印两个结果的最后5个数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                        close\n",
      "datetime                     \n",
      "2017-11-14 15:00:00  8.602581\n",
      "2017-11-15 15:00:00  8.572151\n",
      "2017-11-16 15:00:00  8.479642\n",
      "2017-11-17 15:00:00  8.354917\n",
      "2017-11-20 15:00:00  8.299691\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "datetime\n",
      "2017-11-14 15:00:00    8.602581\n",
      "2017-11-15 15:00:00    8.572151\n",
      "2017-11-16 15:00:00    8.479642\n",
      "2017-11-17 15:00:00    8.354917\n",
      "2017-11-20 15:00:00    8.299691\n",
      "Name: dema, dtype: float64\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " # 5.分析工具"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据时间： 'start_date': 20180701, 'end_date': 20190201, '\n",
    "\n",
    "5.1\n",
    "\n",
    "5.1.1可视化比较CCI、Divert（习题定义）、pb的10日变化率、vwap_adj的10日变化率 这4个因子在5日、30日、60日持有期下的平均IC和IC_IR\n",
    "\n",
    "5.1.2挑选上题中5日IC_IR最大的3个因子进行因子组合（注意需对因子进行去极值和z-score标准化处理，最终的组合因子也需要进行z-score标准化处理），并用柱状图比较各组合方法生成的因子与原因子在5日持有期下的IC和IC_IR；调用指标分析和可视化分析的方法，查看ic_weight方法合成的因子绩效，保存该合成方法下绩效最好quantile的选股结果"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可视化比较"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x249d8d3b198>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x249d8d4b198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* IC_IR:方差标准化后的ic均值\n",
    "* 一般而言，认为|IC_IR|>0.6,因子的稳定性合格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x249d8d3b240>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x249d8d83c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2 挑选上题中5日IC_IR最大的3个因子进行因子组合，并用柱状图比较各组合方法生成的因子与原因子在5日持有期下的IC和IC_IR；调用指标分析和可视化分析的方法，查看ic_weight方法合成的因子绩效，保存该合成方法下绩效最好quantile的选股结果\n",
    "* （注意需对因子进行去极值和z-score标准化处理，最终的组合因子也需要进行z-score标准化处理）\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "equal_weight\n",
      "symbol      000001.SZ  000002.SZ  000008.SZ  000060.SZ  000063.SZ  000069.SZ  \\\n",
      "trade_date                                                                     \n",
      "20180719          NaN   0.644796        NaN   0.944957  -2.588905        NaN   \n",
      "20180720    -0.888217   0.654900        NaN   1.393234  -2.045689   0.147369   \n",
      "20180723    -1.060176   0.574833        NaN   0.669662  -1.656240  -0.342416   \n",
      "20180724    -0.601676   0.349957        NaN  -0.672814  -1.413376  -0.409280   \n",
      "20180725    -0.364673   0.571609        NaN  -0.909036  -1.313905  -0.286620   \n",
      "\n",
      "symbol      000100.SZ  000157.SZ  000166.SZ  000333.SZ    ...      603156.SH  \\\n",
      "trade_date                                                ...                  \n",
      "20180719    -0.274108   0.444521   0.648755   1.098751    ...            NaN   \n",
      "20180720    -0.796646   0.753428   0.073619   1.591874    ...            NaN   \n",
      "20180723    -1.183707   0.153331  -0.129793   1.721333    ...            NaN   \n",
      "20180724    -1.255423  -0.917574  -0.518521   1.103243    ...            NaN   \n",
      "20180725    -1.197683  -1.065415  -0.387498   1.140516    ...            NaN   \n",
      "\n",
      "symbol      603160.SH  603259.SH  603260.SH  603288.SH  603799.SH  603833.SH  \\\n",
      "trade_date                                                                     \n",
      "20180719          NaN        NaN  -1.266048   0.175751        NaN        NaN   \n",
      "20180720     0.631535        NaN  -0.828507   0.652810  -1.795314   0.530961   \n",
      "20180723     0.228432        NaN  -0.475505   1.794202  -1.581430   1.086809   \n",
      "20180724     0.018997        NaN   0.085574   2.117856  -0.276965   0.794726   \n",
      "20180725    -1.541586        NaN   0.499464   2.122283   0.344137   0.284432   \n",
      "\n",
      "symbol      603858.SH  603986.SH  603993.SH  \n",
      "trade_date                                   \n",
      "20180719    -0.254921        NaN  -0.434486  \n",
      "20180720     0.157060        NaN  -0.254578  \n",
      "20180723     1.427457        NaN  -0.050591  \n",
      "20180724     1.706617        NaN   0.864573  \n",
      "20180725     1.707380        NaN   1.346353  \n",
      "\n",
      "[5 rows x 351 columns]\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 75%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "ic_weight\n",
      "symbol      000001.SZ  000002.SZ  000008.SZ  000060.SZ  000063.SZ  000069.SZ  \\\n",
      "trade_date                                                                     \n",
      "20190102    -0.224416   0.045927        NaN        NaN   0.898898   0.886343   \n",
      "20190103    -0.094571   0.285260        NaN        NaN  -0.198153   0.362465   \n",
      "20190104     0.133137   0.210152        NaN        NaN  -0.646156   0.420095   \n",
      "20190107    -0.120344   0.168773        NaN        NaN   0.250370   0.736776   \n",
      "20190108    -0.133403   0.208551        NaN        NaN   0.556912   0.466078   \n",
      "\n",
      "symbol      000100.SZ  000157.SZ  000166.SZ  000333.SZ    ...      603156.SH  \\\n",
      "trade_date                                                ...                  \n",
      "20190102     4.027028  -1.408230  -0.206810  -0.334804    ...      -1.298761   \n",
      "20190103     3.311637  -0.743896   0.464897  -0.355846    ...      -0.722521   \n",
      "20190104     2.237152  -0.519070   1.683215  -0.441244    ...      -0.616409   \n",
      "20190107     1.967365  -0.276453   1.224918  -0.570706    ...      -0.551924   \n",
      "20190108     2.226156   0.198337   1.136474  -0.516318    ...      -0.566486   \n",
      "\n",
      "symbol      603160.SH  603259.SH  603260.SH  603288.SH  603799.SH  603833.SH  \\\n",
      "trade_date                                                                     \n",
      "20190102    -1.672243  -0.809193  -0.750044   0.950326  -0.540425  -0.944166   \n",
      "20190103    -1.699867  -0.948590  -1.312507  -0.152121  -0.316185  -0.898180   \n",
      "20190104    -1.368013  -1.008153  -1.211105  -0.447350  -0.463438  -0.850534   \n",
      "20190107    -1.234906  -1.291266  -1.039487  -0.545284  -0.756699  -0.571272   \n",
      "20190108    -0.943808  -1.276981  -1.209773  -0.532092  -0.666618  -0.307090   \n",
      "\n",
      "symbol      603858.SH  603986.SH  603993.SH  \n",
      "trade_date                                   \n",
      "20190102    -0.234202  -1.061060  -0.688311  \n",
      "20190103    -0.297997  -0.898527  -0.334772  \n",
      "20190104    -0.322493  -0.916763  -0.333641  \n",
      "20190107     0.411049  -0.917221  -0.424975  \n",
      "20190108     0.466948  -1.083362  -0.284794  \n",
      "\n",
      "[5 rows x 351 columns]\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 75%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "ir_weight\n",
      "symbol      000001.SZ  000002.SZ  000008.SZ  000060.SZ  000063.SZ  000069.SZ  \\\n",
      "trade_date                                                                     \n",
      "20190102    -0.239206   0.047696        NaN        NaN   0.906061   0.897624   \n",
      "20190103    -0.107445   0.290930        NaN        NaN  -0.186648   0.379381   \n",
      "20190104     0.120077   0.215879        NaN        NaN  -0.627572   0.437776   \n",
      "20190107    -0.137183   0.177656        NaN        NaN   0.278832   0.753638   \n",
      "20190108    -0.158458   0.223070        NaN        NaN   0.596452   0.498584   \n",
      "\n",
      "symbol      000100.SZ  000157.SZ  000166.SZ  000333.SZ    ...      603156.SH  \\\n",
      "trade_date                                                ...                  \n",
      "20190102     4.015302  -1.391919  -0.220434  -0.327531    ...      -1.286717   \n",
      "20190103     3.302058  -0.732946   0.446567  -0.339322    ...      -0.706779   \n",
      "20190104     2.231164  -0.509394   1.670914  -0.418730    ...      -0.597973   \n",
      "20190107     1.969000  -0.264919   1.209525  -0.528954    ...      -0.520403   \n",
      "20190108     2.242669   0.187872   1.120453  -0.429270    ...      -0.500218   \n",
      "\n",
      "symbol      603160.SH  603259.SH  603260.SH  603288.SH  603799.SH  603833.SH  \\\n",
      "trade_date                                                                     \n",
      "20190102    -1.674537  -0.795786  -0.736749   0.959387  -0.527323  -0.926474   \n",
      "20190103    -1.697298  -0.933171  -1.306550  -0.138991  -0.298721  -0.873356   \n",
      "20190104    -1.361841  -0.991676  -1.214516  -0.431181  -0.448015  -0.821408   \n",
      "20190107    -1.216794  -1.260710  -1.055644  -0.515310  -0.740829  -0.526774   \n",
      "20190108    -0.917246  -1.219553  -1.229067  -0.469499  -0.633328  -0.222041   \n",
      "\n",
      "symbol      603858.SH  603986.SH  603993.SH  \n",
      "trade_date                                   \n",
      "20190102    -0.208941  -1.068141  -0.675573  \n",
      "20190103    -0.265619  -0.904888  -0.318274  \n",
      "20190104    -0.290955  -0.921994  -0.318725  \n",
      "20190107     0.443319  -0.927636  -0.400258  \n",
      "20190108     0.502378  -1.091088  -0.232694  \n",
      "\n",
      "[5 rows x 351 columns]\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 75%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "max_IR\n",
      "symbol      000001.SZ  000002.SZ  000008.SZ  000060.SZ  000063.SZ  000069.SZ  \\\n",
      "trade_date                                                                     \n",
      "20190122    -0.732586   0.811530        NaN        NaN   0.431876  -0.530984   \n",
      "20190123     0.179903   0.763570        NaN        NaN   0.031940  -0.164147   \n",
      "20190124     0.594763   0.267968        NaN        NaN   0.065494   0.213788   \n",
      "20190125     0.468628   1.473838        NaN        NaN  -0.060483   1.283554   \n",
      "20190128     0.565601   0.956094        NaN        NaN  -0.527257   0.955231   \n",
      "\n",
      "symbol      000100.SZ  000157.SZ  000166.SZ  000333.SZ    ...      603156.SH  \\\n",
      "trade_date                                                ...                  \n",
      "20190122     1.145420   0.792033   0.140349  -2.632038    ...       1.824759   \n",
      "20190123     0.822270   0.743922  -1.037281  -1.083963    ...       0.719738   \n",
      "20190124    -0.724697   0.787866   0.057690  -0.073588    ...       0.128713   \n",
      "20190125    -0.805230   0.849818   0.379952  -0.151516    ...      -0.590527   \n",
      "20190128    -0.579011   0.493153   0.814694   0.259564    ...      -0.979006   \n",
      "\n",
      "symbol      603160.SH  603259.SH  603260.SH  603288.SH  603799.SH  603833.SH  \\\n",
      "trade_date                                                                     \n",
      "20190122     0.270974   0.981776   1.467544  -1.317287   0.173162  -1.001897   \n",
      "20190123     0.016887   0.285465   0.826345  -0.113930  -0.543986  -0.631971   \n",
      "20190124     0.261417   0.105566   0.297351  -0.353735  -0.247926  -0.288664   \n",
      "20190125     0.408787  -0.280301  -0.524055   0.091867  -0.671788  -1.056565   \n",
      "20190128     0.083652  -0.775309  -0.935878   0.435787  -1.271903  -0.723351   \n",
      "\n",
      "symbol      603858.SH  603986.SH  603993.SH  \n",
      "trade_date                                   \n",
      "20190122    -0.414012   0.924109   0.517016  \n",
      "20190123    -1.308066   0.371047   0.208884  \n",
      "20190124    -1.619905  -0.448466  -0.354685  \n",
      "20190125    -1.780938  -1.158989  -0.626902  \n",
      "20190128    -1.173725  -1.333419  -0.810676  \n",
      "\n",
      "[5 rows x 351 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 75%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "max_IC\n",
      "symbol      000001.SZ  000002.SZ  000008.SZ  000060.SZ  000063.SZ  000069.SZ  \\\n",
      "trade_date                                                                     \n",
      "20180727    -0.416653   0.560438        NaN  -0.563191  -1.314712  -0.518067   \n",
      "20180730    -0.636284  -0.094993        NaN  -0.550430  -3.574022  -0.144963   \n",
      "20180731     0.390868  -0.242464        NaN   0.481084  -1.496522  -0.110682   \n",
      "20180801     0.430654  -1.130204        NaN   0.491476  -0.972256  -0.612631   \n",
      "20180802     0.457293  -1.229450        NaN   0.658015   0.042758  -0.412923   \n",
      "\n",
      "symbol      000100.SZ  000157.SZ  000166.SZ  000333.SZ    ...      603156.SH  \\\n",
      "trade_date                                                ...                  \n",
      "20180727    -0.297447  -0.227737   0.150133   0.467624    ...            NaN   \n",
      "20180730    -0.351513   0.222477   0.332924   0.357545    ...            NaN   \n",
      "20180731     0.584539   1.165447   0.815821  -0.242298    ...            NaN   \n",
      "20180801     0.546197   1.189597   0.539746  -0.385014    ...            NaN   \n",
      "20180802     0.724517   0.908096   0.171907  -1.011102    ...            NaN   \n",
      "\n",
      "symbol      603160.SH  603259.SH  603260.SH  603288.SH  603799.SH  603833.SH  \\\n",
      "trade_date                                                                     \n",
      "20180727    -1.024362        NaN   1.853216   1.070142   2.058115   0.937103   \n",
      "20180730    -0.476526        NaN   0.362073   0.849840   0.441551   0.281797   \n",
      "20180731     0.909631        NaN  -0.955845  -0.954832  -0.632330  -2.358424   \n",
      "20180801     1.462034        NaN  -0.537293  -0.745820  -1.057966  -1.417584   \n",
      "20180802     1.604608        NaN  -0.122241  -0.357604  -0.535461  -1.621553   \n",
      "\n",
      "symbol      603858.SH  603986.SH  603993.SH  \n",
      "trade_date                                   \n",
      "20180727     0.868552        NaN   2.365478  \n",
      "20180730     0.744989        NaN   1.013053  \n",
      "20180731    -1.211028        NaN  -0.368819  \n",
      "20180801    -1.187479        NaN  -1.005538  \n",
      "20180802    -1.193116        NaN  -0.984142  \n",
      "\n",
      "[5 rows x 351 columns]\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 比较组合前和组合后的因子在5日持有期下的表现（统一到2018年12月1日以后进行比较）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 75%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 13%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 13%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 5%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 71%\n"
     ]
    },
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>equal_weight</th>\n",
       "      <th>ic_weight</th>\n",
       "      <th>ir_weight</th>\n",
       "      <th>max_IR</th>\n",
       "      <th>max_IC</th>\n",
       "      <th>pb_change</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20190128</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>20190129</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>20190130</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>20190131</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>20190201</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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      "text/plain": [
       "            equal_weight  ic_weight  ir_weight  max_IR  max_IC  pb_change  \\\n",
       "trade_date                                                                  \n",
       "20190128             NaN        NaN        NaN     NaN     NaN        NaN   \n",
       "20190129             NaN        NaN        NaN     NaN     NaN        NaN   \n",
       "20190130             NaN        NaN        NaN     NaN     NaN        NaN   \n",
       "20190131             NaN        NaN        NaN     NaN     NaN        NaN   \n",
       "20190201             NaN        NaN        NaN     NaN     NaN        NaN   \n",
       "\n",
       "            CCI  Divert  \n",
       "trade_date               \n",
       "20190128    NaN     NaN  \n",
       "20190129    NaN     NaN  \n",
       "20190130    NaN     NaN  \n",
       "20190131    NaN     NaN  \n",
       "20190201    NaN     NaN  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
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   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可视化比较"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x249d89aba90>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x249d89ab0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.08927915372809432\n",
      "-0.08346696998508707\n",
      "0.01826635345527492\n"
     ]
    }
   ],
   "source": [
    "# [\"ir_weight\"]\n",
    "# [\"ic_weight\"]\n",
    "# [\"equal_weight\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x249d8d42518>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x249d8d46e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.11259585079362791\n",
      "-0.572743403056957\n",
      "-0.6187170894611614\n"
     ]
    }
   ],
   "source": [
    "# [\"equal_weight\"]\n",
    "# [\"ic_weight\"]\n",
    "# [\"ir_weight\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x249d89b4278>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x249d88d34a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x249d89c09b0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x249d88d7908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "5.2. 优化动量因子momentum：vwap_adj的n日变化率中的参数n（2<=n<=10）。优化目标是10日持有期的IC的IR。（要求：进行样本内优化，优化所用数据时段20180701~20190101，查看样本外20190101~表现，大致输出以下结果）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataview loaded successfully.\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n",
      "Nan Data Count (should be zero) : 0;  Percentage of effective data: 82%\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "momentum{'LEN': 8}\n",
      "             return_ic  upside_ret_ic  downside_ret_ic\n",
      "IC Mean       0.006403       0.015308        -0.031664\n",
      "IC Std.       0.173732       0.206121         0.182066\n",
      "t-stat(IC)    0.408757       0.823675        -1.928817\n",
      "p-value(IC)   0.683435       0.411731         0.056076\n",
      "IC Skew      -0.311199      -0.198255         0.289095\n",
      "IC Kurtosis  -0.280580      -0.084061         0.053997\n",
      "Ann. IR       0.036856       0.074268        -0.173916\n",
      "             long_ret   short_ret  long_short_ret  top_quantile_ret  \\\n",
      "t-stat      -2.560155    3.042440        0.940348        -12.210908   \n",
      "p-value      0.011680    0.002870        0.348900          0.000000   \n",
      "skewness    -0.677790    0.378680        0.122661          0.071021   \n",
      "kurtosis     0.908487    0.467808        0.242565          1.866864   \n",
      "Ann. Ret    -0.298757    0.275879        0.027720         -0.288365   \n",
      "Ann. Vol     0.262014    0.203596        0.066188          0.402727   \n",
      "Ann. IR     -1.140234    1.355033        0.418809         -0.716030   \n",
      "occurance  123.000000  123.000000      123.000000       7039.000000   \n",
      "\n",
      "           bottom_quantile_ret     tmb_ret  all_sample_ret  \n",
      "t-stat              -15.571746    0.416838      -23.673477  \n",
      "p-value               0.000000    0.677530        0.000000  \n",
      "skewness             -0.413853    0.169802        0.022405  \n",
      "kurtosis              2.369778    0.899908        2.462361  \n",
      "Ann. Ret             -0.312681    0.026222       -0.219225  \n",
      "Ann. Vol              0.344790    0.141244        0.354369  \n",
      "Ann. IR              -0.906876    0.185650       -0.618636  \n",
      "occurance          7136.000000  123.000000    35439.000000  \n",
      "               long_space  short_space  long_short_space  top_quantile_space  \\\n",
      "Up_sp Mean       0.053953     0.065275          0.119228            0.055274   \n",
      "Up_sp Std        0.031852     0.030204          0.030857            0.058475   \n",
      "Up_sp IR         1.693875     2.161133          3.863830            0.945244   \n",
      "Up_sp Pct5       0.015841     0.027984          0.079439           -0.001939   \n",
      "Up_sp Pct25      0.028446     0.043194          0.097373            0.013248   \n",
      "Up_sp Pct50      0.050516     0.061630          0.110541            0.038918   \n",
      "Up_sp Pct75      0.073449     0.078828          0.138524            0.080719   \n",
      "Up_sp Pct95      0.114704     0.134841          0.172945            0.165357   \n",
      "Up_sp Occur    123.000000   123.000000        123.000000         7039.000000   \n",
      "Down_sp Mean    -0.069270    -0.051827         -0.121097           -0.069924   \n",
      "Down_sp Std      0.042827     0.023545          0.031468            0.059462   \n",
      "Down_sp IR      -1.617432    -2.201216         -3.848197           -1.175945   \n",
      "Down_sp Pct5    -0.155689    -0.089344         -0.185438           -0.188571   \n",
      "Down_sp Pct25   -0.083466    -0.068065         -0.132694           -0.096564   \n",
      "Down_sp Pct50   -0.058813    -0.050844         -0.113754           -0.054713   \n",
      "Down_sp Pct75   -0.040170    -0.031786         -0.098384           -0.027151   \n",
      "Down_sp Pct95   -0.023740    -0.019663         -0.087643           -0.004771   \n",
      "Down_sp Occur  123.000000   123.000000        123.000000         7039.000000   \n",
      "\n",
      "               bottom_quantile_space   tmb_space  all_sample_space  \n",
      "Up_sp Mean                  0.050243    0.120281          0.050095  \n",
      "Up_sp Std                   0.046633    0.030855          0.051770  \n",
      "Up_sp IR                    1.077415    3.898266          0.967652  \n",
      "Up_sp Pct5                 -0.001078    0.082871         -0.001333  \n",
      "Up_sp Pct25                 0.016963    0.099360          0.013928  \n",
      "Up_sp Pct50                 0.038853    0.111496          0.036081  \n",
      "Up_sp Pct75                 0.072480    0.135211          0.071519  \n",
      "Up_sp Pct95                 0.140312    0.178680          0.148432  \n",
      "Up_sp Occur              7136.000000  123.000000      35439.000000  \n",
      "Down_sp Mean               -0.064851   -0.120231         -0.061104  \n",
      "Down_sp Std                 0.052973    0.030894          0.052753  \n",
      "Down_sp IR                 -1.224225   -3.891687         -1.158308  \n",
      "Down_sp Pct5               -0.163295   -0.191220         -0.167598  \n",
      "Down_sp Pct25              -0.088259   -0.131881         -0.083528  \n",
      "Down_sp Pct50              -0.052524   -0.111174         -0.047336  \n",
      "Down_sp Pct75              -0.027396   -0.099136         -0.023789  \n",
      "Down_sp Pct95              -0.006117   -0.088000         -0.004624  \n",
      "Down_sp Occur            7136.000000  123.000000      35439.000000  \n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 样本外可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Value of signals of Different Quantiles Statistics\n",
      "               min       max      mean       std  count    count %\n",
      "quantile                                                          \n",
      "1        -0.528915  0.005425 -0.077256  0.050143   1376  20.140515\n",
      "2        -0.075499  0.030865 -0.027914  0.022326   1366  19.994145\n",
      "3        -0.048801  0.048819 -0.005171  0.020502   1367  20.008782\n",
      "4        -0.026545  0.071656  0.015336  0.021605   1366  19.994145\n",
      "5        -0.005673  1.000000  0.056383  0.055078   1357  19.862412\n",
      "Figure saved: D:\\xinge\\新兵\\OFO课程\\更新OFO-master\\OFO-master\\作业考试答案\\returns_report.pdf\n",
      "Information Analysis\n",
      "                ic\n",
      "IC Mean      0.125\n",
      "IC Std.      0.196\n",
      "t-stat(IC)   2.296\n",
      "p-value(IC)  0.041\n",
      "IC Skew     -1.057\n",
      "IC Kurtosis  0.422\n",
      "Ann. IR      0.637\n",
      "Figure saved: D:\\xinge\\新兵\\OFO课程\\更新OFO-master\\OFO-master\\作业考试答案\\information_report.pdf\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x249d6040a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x249ddc385f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x249d8fb8668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
